{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import mpl_toolkits.mplot3d.axes3d as p3\n",
    "from sklearn.datasets import make_swiss_roll\n",
    "\n",
    "# #############################################################################\n",
    "# Generate data (swiss roll dataset)\n",
    "n_samples = 1500\n",
    "noise = 0.05\n",
    "X, t = make_swiss_roll(n_samples, noise)\n",
    "# Make it thinner\n",
    "X[:, 1] *= .5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x237b9adc2c8>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = p3.Axes3D(fig)\n",
    "ax.view_init(7, -80)\n",
    "ax.scatter(X[:,0], X[:,1], X[:,2], s=20, edgecolor='k', c=t, cmap='viridis')\n",
    "\n",
    "#plt.title('Without connectivity constraints (time %.2fs)' % elapsed_time)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'tSNE')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "from sklearn.manifold import TSNE\n",
    "\n",
    "plt.figure(figsize=(10,5))\n",
    "pca = PCA(n_components=2).fit(X.T)\n",
    "plt.subplot(1,2,1)\n",
    "plt.scatter(pca.components_[0], pca.components_[1], c=t, edgecolor='k')\n",
    "plt.title('PCA')\n",
    "\n",
    "tsne = TSNE(n_components=2, perplexity=60, learning_rate=1500/12).fit(X)\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "plt.scatter(tsne.embedding_[:,0], tsne.embedding_[:,1], c=t, edgecolor='k')\n",
    "plt.title('tSNE')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
